Pandas Profiling Report

Dataset statistics

Number of variables	33
Number of observations	7043
Missing cells	5174
Missing cells (%)	2.2%
Duplicate rows	0
Duplicate rows (%)	0.0%
Total size in memory	10.5 MiB
Average record size in memory	1.5 KiB

Variable types

CAT	17
BOOL	8
NUM	7
UNSUPPORTED	1

Warnings

`Count` has constant value "7043"	Constant
`Country` has constant value "7043"	Constant
`State` has constant value "7043"	Constant
`City` has a high cardinality: 1129 distinct values	High cardinality
`Lat Long` has a high cardinality: 1652 distinct values	High cardinality
`Churn Reason` has 5174 (73.5%) missing values	Missing
`Lat Long` is uniformly distributed	Uniform
`CustomerID` has unique values	Unique
`Total Charges` is an unsupported type, check if it needs cleaning or further analysis	Unsupported

Reproduction

Analysis started	2021-10-27 20:45:37.198837
Analysis finished	2021-10-27 20:45:47.586957
Duration	10.39 seconds
Software version	pandas-profiling v2.9.0
Download configuration	config.yaml

CustomerID
Categorical

UNIQUE

Distinct	7043
Distinct (%)	100.0%
Missing	0
Missing (%)	0.0%
Memory size	55.1 KiB

5555-RNPGT	1
3181-VTHOE	1
1113-IUJYX	1
6253-WRFHY	1
6253-GNHWH	1
Other values (7038)	7038

Common Values
Overview

Value	Count	Frequency (%)
5555-RNPGT	1	< 0.1%
3181-VTHOE	1	< 0.1%
1113-IUJYX	1	< 0.1%
6253-WRFHY	1	< 0.1%
6253-GNHWH	1	< 0.1%
6599-SFQVE	1	< 0.1%
0859-YGKFW	1	< 0.1%
2558-BUOZZ	1	< 0.1%
1325-USMEC	1	< 0.1%
3146-JTQHR	1	< 0.1%
3129-AAQOU	1	< 0.1%
6258-PVZWJ	1	< 0.1%
7541-YLXCL	1	< 0.1%
5141-ZUVBH	1	< 0.1%
2898-LSJGD	1	< 0.1%
4878-BUNFV	1	< 0.1%
0936-NQLJU	1	< 0.1%
8263-OKETD	1	< 0.1%
4112-LUEIZ	1	< 0.1%
7267-FRMJW	1	< 0.1%
1834-WULEG	1	< 0.1%
5073-WXOYN	1	< 0.1%
1785-BPHTP	1	< 0.1%
5649-RXQTV	1	< 0.1%
9200-NLNPD	1	< 0.1%
Other values (7018)	7018	99.6%

Frequencies of value counts

Unique

Unique	7043 ?
Unique (%)	100.0%

Histogram of lengths of the category

Length

Max length	10
Median length	10
Mean length	10
Min length	10

Overview of Unicode Properties

Unique unicode characters	37
Unique unicode categories	3 ?
Unique unicode scripts	2 ?
Unique unicode blocks	1 ?

The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Most occurring characters

Value	Count	Frequency (%)
-	7043	10.0%
2	2901	4.1%
9	2881	4.1%
6	2870	4.1%
7	2836	4.0%
0	2831	4.0%
8	2812	4.0%
5	2810	4.0%
3	2791	4.0%
1	2726	3.9%
4	2714	3.9%
O	1442	2.0%
H	1396	2.0%
B	1393	2.0%
S	1386	2.0%
V	1382	2.0%
T	1374	2.0%
C	1368	1.9%
Z	1368	1.9%
K	1363	1.9%
F	1363	1.9%
L	1363	1.9%
E	1361	1.9%
N	1361	1.9%
D	1357	1.9%
Other values (12)	15938	22.6%

Most occurring categories

Value	Count	Frequency (%)
Uppercase Letter	35215	50.0%
Decimal Number	28172	40.0%
Dash Punctuation	7043	10.0%

Most frequent Decimal Number characters

Value	Count	Frequency (%)
2	2901	10.3%
9	2881	10.2%
6	2870	10.2%
7	2836	10.1%
0	2831	10.0%
8	2812	10.0%
5	2810	10.0%
3	2791	9.9%
1	2726	9.7%
4	2714	9.6%

Most frequent Dash Punctuation characters

Value	Count	Frequency (%)
-	7043	100.0%

Most frequent Uppercase Letter characters

Value	Count	Frequency (%)
O	1442	4.1%
H	1396	4.0%
B	1393	4.0%
S	1386	3.9%
V	1382	3.9%
T	1374	3.9%
C	1368	3.9%
Z	1368	3.9%
K	1363	3.9%
F	1363	3.9%
L	1363	3.9%
E	1361	3.9%
N	1361	3.9%
D	1357	3.9%
R	1355	3.8%
Q	1353	3.8%
M	1352	3.8%
Y	1350	3.8%
G	1350	3.8%
A	1346	3.8%
W	1337	3.8%
J	1329	3.8%
P	1323	3.8%
U	1299	3.7%
I	1283	3.6%

Most occurring scripts

Value	Count	Frequency (%)
Common	35215	50.0%
Latin	35215	50.0%

Most frequent Common characters

Value	Count	Frequency (%)
-	7043	20.0%
2	2901	8.2%
9	2881	8.2%
6	2870	8.1%
7	2836	8.1%
0	2831	8.0%
8	2812	8.0%
5	2810	8.0%
3	2791	7.9%
1	2726	7.7%
4	2714	7.7%

Most frequent Latin characters

Value	Count	Frequency (%)
O	1442	4.1%
H	1396	4.0%
B	1393	4.0%
S	1386	3.9%
V	1382	3.9%
T	1374	3.9%
C	1368	3.9%
Z	1368	3.9%
K	1363	3.9%
F	1363	3.9%
L	1363	3.9%
E	1361	3.9%
N	1361	3.9%
D	1357	3.9%
R	1355	3.8%
Q	1353	3.8%
M	1352	3.8%
Y	1350	3.8%
G	1350	3.8%
A	1346	3.8%
W	1337	3.8%
J	1329	3.8%
P	1323	3.8%
U	1299	3.7%
I	1283	3.6%

Most occurring blocks

Value	Count	Frequency (%)
ASCII	70430	100.0%

Most frequent ASCII characters

Value	Count	Frequency (%)
-	7043	10.0%
2	2901	4.1%
9	2881	4.1%
6	2870	4.1%
7	2836	4.0%
0	2831	4.0%
8	2812	4.0%
5	2810	4.0%
3	2791	4.0%
1	2726	3.9%
4	2714	3.9%
O	1442	2.0%
H	1396	2.0%
B	1393	2.0%
S	1386	2.0%
V	1382	2.0%
T	1374	2.0%
C	1368	1.9%
Z	1368	1.9%
K	1363	1.9%
F	1363	1.9%
L	1363	1.9%
E	1361	1.9%
N	1361	1.9%
D	1357	1.9%
Other values (12)	15938	22.6%

Count
Boolean

CONSTANT
REJECTED

Distinct	1
Distinct (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Memory size	55.1 KiB

1	7043

Common Values
Chart

Value	Count	Frequency (%)
1	7043	100.0%

Country
Categorical

CONSTANT
REJECTED

Distinct	1
Distinct (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Memory size	55.1 KiB

United States	7043

Value	Count	Frequency (%)
United States	7043	100.0%

Frequencies of value counts

Unique

Unique	0 ?
Unique (%)	0.0%

Histogram of lengths of the category

Length

Max length	13
Median length	13
Mean length	13
Min length	13

Overview of Unicode Properties

Unique unicode characters	10
Unique unicode categories	3 ?
Unique unicode scripts	2 ?
Unique unicode blocks	1 ?

The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Most occurring characters

Value	Count	Frequency (%)
t	21129	23.1%
e	14086	15.4%
U	7043	7.7%
n	7043	7.7%
i	7043	7.7%
d	7043	7.7%
	7043	7.7%
S	7043	7.7%
a	7043	7.7%
s	7043	7.7%

Most occurring categories

Value	Count	Frequency (%)
Lowercase Letter	70430	76.9%
Uppercase Letter	14086	15.4%
Space Separator	7043	7.7%

Most frequent Uppercase Letter characters

Value	Count	Frequency (%)
U	7043	50.0%
S	7043	50.0%

Most frequent Lowercase Letter characters

Value	Count	Frequency (%)
t	21129	30.0%
e	14086	20.0%
n	7043	10.0%
i	7043	10.0%
d	7043	10.0%
a	7043	10.0%
s	7043	10.0%

Most frequent Space Separator characters

Value	Count	Frequency (%)
	7043	100.0%

Most occurring scripts

Value	Count	Frequency (%)
Latin	84516	92.3%
Common	7043	7.7%

Most frequent Latin characters

Value	Count	Frequency (%)
t	21129	25.0%
e	14086	16.7%
U	7043	8.3%
n	7043	8.3%
i	7043	8.3%
d	7043	8.3%
S	7043	8.3%
a	7043	8.3%
s	7043	8.3%

Most frequent Common characters

Value	Count	Frequency (%)
	7043	100.0%

Most occurring blocks

Value	Count	Frequency (%)
ASCII	91559	100.0%

Most frequent ASCII characters

Value	Count	Frequency (%)
t	21129	23.1%
e	14086	15.4%
U	7043	7.7%
n	7043	7.7%
i	7043	7.7%
d	7043	7.7%
	7043	7.7%
S	7043	7.7%
a	7043	7.7%
s	7043	7.7%

State
Categorical

CONSTANT
REJECTED

Distinct	1
Distinct (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Memory size	55.1 KiB

California	7043

Value	Count	Frequency (%)
California	7043	100.0%

Frequencies of value counts

Unique

Unique	0 ?
Unique (%)	0.0%

Histogram of lengths of the category

Length

Max length	10
Median length	10
Mean length	10
Min length	10

Overview of Unicode Properties

Unique unicode characters	8
Unique unicode categories	2 ?
Unique unicode scripts	1 ?
Unique unicode blocks	1 ?

The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Most occurring characters

Value	Count	Frequency (%)
a	14086	20.0%
i	14086	20.0%
C	7043	10.0%
l	7043	10.0%
f	7043	10.0%
o	7043	10.0%
r	7043	10.0%
n	7043	10.0%

Most occurring categories

Value	Count	Frequency (%)
Lowercase Letter	63387	90.0%
Uppercase Letter	7043	10.0%

Most frequent Uppercase Letter characters

Value	Count	Frequency (%)
C	7043	100.0%

Most frequent Lowercase Letter characters

Value	Count	Frequency (%)
a	14086	22.2%
i	14086	22.2%
l	7043	11.1%
f	7043	11.1%
o	7043	11.1%
r	7043	11.1%
n	7043	11.1%

Most occurring scripts

Value	Count	Frequency (%)
Latin	70430	100.0%

Most frequent Latin characters

Value	Count	Frequency (%)
a	14086	20.0%
i	14086	20.0%
C	7043	10.0%
l	7043	10.0%
f	7043	10.0%
o	7043	10.0%
r	7043	10.0%
n	7043	10.0%

Most occurring blocks

Value	Count	Frequency (%)
ASCII	70430	100.0%

Most frequent ASCII characters

Value	Count	Frequency (%)
a	14086	20.0%
i	14086	20.0%
C	7043	10.0%
l	7043	10.0%
f	7043	10.0%
o	7043	10.0%
r	7043	10.0%
n	7043	10.0%

City
Categorical

HIGH CARDINALITY

Distinct	1129
Distinct (%)	16.0%
Missing	0
Missing (%)	0.0%
Memory size	55.1 KiB

Los Angeles	305
San Diego	150
San Jose	112
Sacramento	108
San Francisco	104
Other values (1124)	6264

Common Values
Overview

Value	Count	Frequency (%)
Los Angeles	305	4.3%
San Diego	150	2.1%
San Jose	112	1.6%
Sacramento	108	1.5%
San Francisco	104	1.5%
Fresno	64	0.9%
Long Beach	60	0.9%
Oakland	52	0.7%
Stockton	44	0.6%
Glendale	40	0.6%
Bakersfield	40	0.6%
Berkeley	32	0.5%
Riverside	32	0.5%
Whittier	30	0.4%
Pasadena	30	0.4%
Anaheim	28	0.4%
Santa Barbara	28	0.4%
Irvine	28	0.4%
Modesto	28	0.4%
San Bernardino	28	0.4%
Burbank	25	0.4%
Chula Vista	25	0.4%
Torrance	25	0.4%
Santa Monica	25	0.4%
Inglewood	25	0.4%
Other values (1104)	5575	79.2%

Frequencies of value counts

Unique

Unique	0 ?
Unique (%)	0.0%

Histogram of lengths of the category

Length

Max length	22
Median length	9
Mean length	9.223200341
Min length	3

Overview of Unicode Properties

Unique unicode characters	52
Unique unicode categories	3 ?
Unique unicode scripts	2 ?
Unique unicode blocks	1 ?

The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Most occurring characters

Value	Count	Frequency (%)
a	6951	10.7%
e	6152	9.5%
n	5117	7.9%
o	4943	7.6%
l	4007	6.2%
r	3649	5.6%
i	3371	5.2%
	3276	5.0%
s	2924	4.5%
t	2708	4.2%
d	1649	2.5%
S	1465	2.3%
c	1420	2.2%
g	1239	1.9%
u	1113	1.7%
C	1010	1.6%
h	1005	1.5%
m	975	1.5%
y	949	1.5%
L	901	1.4%
B	752	1.2%
k	750	1.2%
A	673	1.0%
v	659	1.0%
M	619	1.0%
Other values (27)	6682	10.3%

Most occurring categories

Value	Count	Frequency (%)
Lowercase Letter	51364	79.1%
Uppercase Letter	10319	15.9%
Space Separator	3276	5.0%

Most frequent Uppercase Letter characters

Value	Count	Frequency (%)
S	1465	14.2%
C	1010	9.8%
L	901	8.7%
B	752	7.3%
A	673	6.5%
M	619	6.0%
P	613	5.9%
R	456	4.4%
F	442	4.3%
V	420	4.1%
D	403	3.9%
H	401	3.9%
G	376	3.6%
W	303	2.9%
O	293	2.8%
T	270	2.6%
N	229	2.2%
J	197	1.9%
E	196	1.9%
I	122	1.2%
K	80	0.8%
Y	59	0.6%
U	22	0.2%
Q	13	0.1%
Z	4	< 0.1%

Most frequent Lowercase Letter characters

Value	Count	Frequency (%)
a	6951	13.5%
e	6152	12.0%
n	5117	10.0%
o	4943	9.6%
l	4007	7.8%
r	3649	7.1%
i	3371	6.6%
s	2924	5.7%
t	2708	5.3%
d	1649	3.2%
c	1420	2.8%
g	1239	2.4%
u	1113	2.2%
h	1005	2.0%
m	975	1.9%
y	949	1.8%
k	750	1.5%
v	659	1.3%
p	508	1.0%
w	469	0.9%
b	392	0.8%
f	197	0.4%
z	88	0.2%
j	56	0.1%
x	49	0.1%

Most frequent Space Separator characters

Value	Count	Frequency (%)
	3276	100.0%

Most occurring scripts

Value	Count	Frequency (%)
Latin	61683	95.0%
Common	3276	5.0%

Most frequent Latin characters

Value	Count	Frequency (%)
a	6951	11.3%
e	6152	10.0%
n	5117	8.3%
o	4943	8.0%
l	4007	6.5%
r	3649	5.9%
i	3371	5.5%
s	2924	4.7%
t	2708	4.4%
d	1649	2.7%
S	1465	2.4%
c	1420	2.3%
g	1239	2.0%
u	1113	1.8%
C	1010	1.6%
h	1005	1.6%
m	975	1.6%
y	949	1.5%
L	901	1.5%
B	752	1.2%
k	750	1.2%
A	673	1.1%
v	659	1.1%
M	619	1.0%
P	613	1.0%
Other values (26)	6069	9.8%

Most frequent Common characters

Value	Count	Frequency (%)
	3276	100.0%

Most occurring blocks

Value	Count	Frequency (%)
ASCII	64959	100.0%

Most frequent ASCII characters

Value	Count	Frequency (%)
a	6951	10.7%
e	6152	9.5%
n	5117	7.9%
o	4943	7.6%
l	4007	6.2%
r	3649	5.6%
i	3371	5.2%
	3276	5.0%
s	2924	4.5%
t	2708	4.2%
d	1649	2.5%
S	1465	2.3%
c	1420	2.2%
g	1239	1.9%
u	1113	1.7%
C	1010	1.6%
h	1005	1.5%
m	975	1.5%
y	949	1.5%
L	901	1.4%
B	752	1.2%
k	750	1.2%
A	673	1.0%
v	659	1.0%
M	619	1.0%
Other values (27)	6682	10.3%

Zip Code
Real number (ℝ_≥0)

Distinct	1652
Distinct (%)	23.5%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%

Mean	93521.96465
Minimum	90001
Maximum	96161
Zeros	0
Zeros (%)	0.0%
Memory size	55.1 KiB

Quantile statistics

Minimum	90001
5-th percentile	90232
Q1	92102
median	93552
Q3	95351
95-th percentile	96031
Maximum	96161
Range	6160
Interquartile range (IQR)	3249

Descriptive statistics

Standard deviation	1865.794555
Coefficient of variation (CV)	0.01995033533
Kurtosis	-1.154042612
Mean	93521.96465
Median Absolute Deviation (MAD)	1641
Skewness	-0.251463488
Sum	658675197
Variance	3481189.323
Monotocity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
92139	5	0.1%
91306	5	0.1%
90602	5	0.1%
90502	5	0.1%
90402	5	0.1%
90302	5	0.1%
90290	5	0.1%
90278	5	0.1%
90274	5	0.1%
90270	5	0.1%
90266	5	0.1%
90262	5	0.1%
92307	5	0.1%
90254	5	0.1%
90250	5	0.1%
90242	5	0.1%
92283	5	0.1%
90230	5	0.1%
92275	5	0.1%
90222	5	0.1%
92267	5	0.1%
90606	5	0.1%
90630	5	0.1%
90638	5	0.1%
90822	5	0.1%
Other values (1627)	6918	98.2%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
90001	5	0.1%
90002	5	0.1%
90003	5	0.1%
90004	5	0.1%
90005	5	0.1%
90006	5	0.1%
90007	5	0.1%
90008	5	0.1%
90010	5	0.1%
90011	5	0.1%

Value	Count	Frequency (%)
96161	4	0.1%
96150	4	0.1%
96148	4	0.1%
96146	4	0.1%
96145	4	0.1%
96143	4	0.1%
96142	4	0.1%
96141	4	0.1%
96140	4	0.1%
96137	4	0.1%

Lat Long
Categorical

HIGH CARDINALITY
UNIFORM

Distinct	1652
Distinct (%)	23.5%
Missing	0
Missing (%)	0.0%
Memory size	55.1 KiB

34.1678, -116.86433	5
33.771612, -118.143866	5
33.86532, -118.396336	5
34.13658, -118.245839	5
34.027337, -118.28515	5
Other values (1647)	7018

Common Values
Overview

Value	Count	Frequency (%)
34.1678, -116.86433	5	0.1%
33.771612, -118.143866	5	0.1%
33.86532, -118.396336	5	0.1%
34.13658, -118.245839	5	0.1%
34.027337, -118.28515	5	0.1%
34.127621, -117.717863	5	0.1%
32.578103, -117.012975	5	0.1%
34.052917, -118.255178	5	0.1%
34.370378, -118.504118	5	0.1%
34.281911, -118.556218	5	0.1%
33.362575, -117.299644	5	0.1%
34.202494, -118.448048	5	0.1%
34.146635, -118.139225	5	0.1%
34.199787, -118.68493	5	0.1%
34.147149, -118.463365	5	0.1%
33.998471, -117.973758	5	0.1%
33.840524, -118.148403	5	0.1%
33.850504, -118.039892	5	0.1%
34.001617, -118.222274	5	0.1%
32.770393, -115.60915	5	0.1%
34.076259, -118.310715	5	0.1%
32.811001, -115.152865	5	0.1%
32.579134, -117.119009	5	0.1%
34.099869, -118.326843	5	0.1%
34.178483, -118.431791	5	0.1%
Other values (1627)	6918	98.2%

Frequencies of value counts

Unique

Unique	0 ?
Unique (%)	0.0%

Histogram of lengths of the category

Length

Max length	22
Median length	22
Mean length	21.77708363
Min length	18

Overview of Unicode Properties

Unique unicode characters	14
Unique unicode categories	4 ?
Unique unicode scripts	1 ?
Unique unicode blocks	1 ?

The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Most occurring characters

Value	Count	Frequency (%)
1	20397	13.3%
3	16446	10.7%
.	14086	9.2%
2	13706	8.9%
8	11002	7.2%
7	10782	7.0%
4	10512	6.9%
9	9545	6.2%
6	8950	5.8%
5	8675	5.7%
0	8146	5.3%
,	7043	4.6%
	7043	4.6%
-	7043	4.6%

Most occurring categories

Value	Count	Frequency (%)
Decimal Number	118161	77.0%
Other Punctuation	21129	13.8%
Space Separator	7043	4.6%
Dash Punctuation	7043	4.6%

Most frequent Decimal Number characters

Value	Count	Frequency (%)
1	20397	17.3%
3	16446	13.9%
2	13706	11.6%
8	11002	9.3%
7	10782	9.1%
4	10512	8.9%
9	9545	8.1%
6	8950	7.6%
5	8675	7.3%
0	8146	6.9%

Most frequent Other Punctuation characters

Value	Count	Frequency (%)
.	14086	66.7%
,	7043	33.3%

Most frequent Space Separator characters

Value	Count	Frequency (%)
	7043	100.0%

Most frequent Dash Punctuation characters

Value	Count	Frequency (%)
-	7043	100.0%

Most occurring scripts

Value	Count	Frequency (%)
Common	153376	100.0%

Most frequent Common characters

Value	Count	Frequency (%)
1	20397	13.3%
3	16446	10.7%
.	14086	9.2%
2	13706	8.9%
8	11002	7.2%
7	10782	7.0%
4	10512	6.9%
9	9545	6.2%
6	8950	5.8%
5	8675	5.7%
0	8146	5.3%
,	7043	4.6%
	7043	4.6%
-	7043	4.6%

Most occurring blocks

Value	Count	Frequency (%)
ASCII	153376	100.0%

Most frequent ASCII characters

Value	Count	Frequency (%)
1	20397	13.3%
3	16446	10.7%
.	14086	9.2%
2	13706	8.9%
8	11002	7.2%
7	10782	7.0%
4	10512	6.9%
9	9545	6.2%
6	8950	5.8%
5	8675	5.7%
0	8146	5.3%
,	7043	4.6%
	7043	4.6%
-	7043	4.6%

Latitude
Real number (ℝ_≥0)

Distinct	1652
Distinct (%)	23.5%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%

Mean	36.28244138
Minimum	32.555828
Maximum	41.962127
Zeros	0
Zeros (%)	0.0%
Memory size	55.1 KiB

Quantile statistics

Minimum	32.555828
5-th percentile	32.980678
Q1	34.030915
median	36.391777
Q3	38.224869
95-th percentile	40.557314
Maximum	41.962127
Range	9.406299
Interquartile range (IQR)	4.193954

Descriptive statistics

Standard deviation	2.45572259
Coefficient of variation (CV)	0.06768349913
Kurtosis	-1.135607142
Mean	36.28244138
Median Absolute Deviation (MAD)	2.263493
Skewness	0.3038672929
Sum	255537.2346
Variance	6.030573437
Monotocity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
34.231318	5	0.1%
34.195386	5	0.1%
32.785165	5	0.1%
34.14649	5	0.1%
32.99356	5	0.1%
33.079834	5	0.1%
33.119028	5	0.1%
34.102119	5	0.1%
33.771612	5	0.1%
34.457005	5	0.1%
34.097863	5	0.1%
34.137412	5	0.1%
33.044541	5	0.1%
32.762506	5	0.1%
34.2112	5	0.1%
34.043144	5	0.1%
34.172071	5	0.1%
34.066367	5	0.1%
33.88856	5	0.1%
32.886925	5	0.1%
32.697098	5	0.1%
34.018354	5	0.1%
33.215251	5	0.1%
34.167236	5	0.1%
33.936827	5	0.1%
Other values (1627)	6918	98.2%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
32.555828	5	0.1%
32.578103	5	0.1%
32.579134	5	0.1%
32.587557	5	0.1%
32.605012	5	0.1%
32.607964	5	0.1%
32.619465	5	0.1%
32.622999	5	0.1%
32.636792	5	0.1%
32.64164	5	0.1%

Value	Count	Frequency (%)
41.962127	4	0.1%
41.950683	4	0.1%
41.949216	4	0.1%
41.932207	4	0.1%
41.924174	4	0.1%
41.867908	4	0.1%
41.831901	4	0.1%
41.816595	4	0.1%
41.813521	4	0.1%
41.769709	4	0.1%

Longitude
Real number (ℝ)

Distinct	1651
Distinct (%)	23.4%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%

Mean	-119.7988801
Minimum	-124.301372
Maximum	-114.192901
Zeros	0
Zeros (%)	0.0%
Memory size	55.1 KiB

Quantile statistics

Minimum	-124.301372
5-th percentile	-122.998726
Q1	-121.815412
median	-119.730885
Q3	-118.043237
95-th percentile	-116.76058
Maximum	-114.192901
Range	10.108471
Interquartile range (IQR)	3.772175

Descriptive statistics

Standard deviation	2.157889095
Coefficient of variation (CV)	-0.01801259823
Kurtosis	-1.136049757
Mean	-119.7988801
Median Absolute Deviation (MAD)	1.824786
Skewness	-0.04079238284
Sum	-843743.5124
Variance	4.656485347
Monotocity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
-121.994813	8	0.1%
-118.370442	5	0.1%
-117.807874	5	0.1%
-118.1486	5	0.1%
-117.072619	5	0.1%
-118.615583	5	0.1%
-116.76058	5	0.1%
-118.372498	5	0.1%
-118.459472	5	0.1%
-118.381061	5	0.1%
-116.593456	5	0.1%
-117.299644	5	0.1%
-116.291089	5	0.1%
-116.561917	5	0.1%
-117.886844	5	0.1%
-116.86433	5	0.1%
-117.142454	5	0.1%
-118.062611	5	0.1%
-118.486056	5	0.1%
-118.074071	5	0.1%
-114.36514	5	0.1%
-118.145959	5	0.1%
-116.986079	5	0.1%
-118.08263	5	0.1%
-115.769773	5	0.1%
Other values (1626)	6915	98.2%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
-124.301372	4	0.1%
-124.240051	4	0.1%
-124.217378	4	0.1%
-124.210902	4	0.1%
-124.189977	4	0.1%
-124.163234	4	0.1%
-124.15428	4	0.1%
-124.121504	4	0.1%
-124.108897	4	0.1%
-124.098739	4	0.1%

Value	Count	Frequency (%)
-114.192901	5	0.1%
-114.36514	5	0.1%
-114.702256	4	0.1%
-114.71612	5	0.1%
-114.717964	5	0.1%
-114.758334	5	0.1%
-114.850784	5	0.1%
-115.152865	5	0.1%
-115.191857	5	0.1%
-115.257009	5	0.1%

Gender
Categorical

Distinct	2
Distinct (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Memory size	55.1 KiB

Male	3555
Female	3488

Value	Count	Frequency (%)
Male	3555	50.5%
Female	3488	49.5%

Frequencies of value counts

Unique

Unique	0 ?
Unique (%)	0.0%

Histogram of lengths of the category

Length

Max length	6
Median length	4
Mean length	4.990487008
Min length	4

Overview of Unicode Properties

Unique unicode characters	6
Unique unicode categories	2 ?
Unique unicode scripts	1 ?
Unique unicode blocks	1 ?

The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Most occurring characters

Value	Count	Frequency (%)
e	10531	30.0%
a	7043	20.0%
l	7043	20.0%
M	3555	10.1%
F	3488	9.9%
m	3488	9.9%

Most occurring categories

Value	Count	Frequency (%)
Lowercase Letter	28105	80.0%
Uppercase Letter	7043	20.0%

Most frequent Uppercase Letter characters

Value	Count	Frequency (%)
M	3555	50.5%
F	3488	49.5%

Most frequent Lowercase Letter characters

Value	Count	Frequency (%)
e	10531	37.5%
a	7043	25.1%
l	7043	25.1%
m	3488	12.4%

Most occurring scripts

Value	Count	Frequency (%)
Latin	35148	100.0%

Most frequent Latin characters

Value	Count	Frequency (%)
e	10531	30.0%
a	7043	20.0%
l	7043	20.0%
M	3555	10.1%
F	3488	9.9%
m	3488	9.9%

Most occurring blocks

Value	Count	Frequency (%)
ASCII	35148	100.0%

Most frequent ASCII characters

Value	Count	Frequency (%)
e	10531	30.0%
a	7043	20.0%
l	7043	20.0%
M	3555	10.1%
F	3488	9.9%
m	3488	9.9%

Senior Citizen
Boolean

Distinct	2
Distinct (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Memory size	55.1 KiB

No	5901
Yes	1142

Common Values
Chart

Value	Count	Frequency (%)
No	5901	83.8%
Yes	1142	16.2%

Partner
Boolean

Distinct	2
Distinct (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Memory size	55.1 KiB

No	3641
Yes	3402

Common Values
Chart

Value	Count	Frequency (%)
No	3641	51.7%
Yes	3402	48.3%

Dependents
Boolean

Distinct	2
Distinct (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Memory size	55.1 KiB

No	5416
Yes	1627

Common Values
Chart

Value	Count	Frequency (%)
No	5416	76.9%
Yes	1627	23.1%

Tenure Months
Real number (ℝ_≥0)

Distinct	73
Distinct (%)	1.0%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%

Mean	32.37114866
Minimum	0
Maximum	72
Zeros	11
Zeros (%)	0.2%
Memory size	55.1 KiB

Quantile statistics

Minimum	0
5-th percentile	1
Q1	9
median	29
Q3	55
95-th percentile	72
Maximum	72
Range	72
Interquartile range (IQR)	46

Descriptive statistics

Standard deviation	24.55948102
Coefficient of variation (CV)	0.7586842618
Kurtosis	-1.387371636
Mean	32.37114866
Median Absolute Deviation (MAD)	22
Skewness	0.2395397496
Sum	227990
Variance	603.1681081
Monotocity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
1	613	8.7%
72	362	5.1%
2	238	3.4%
3	200	2.8%
4	176	2.5%
71	170	2.4%
5	133	1.9%
7	131	1.9%
8	123	1.7%
70	119	1.7%
9	119	1.7%
12	117	1.7%
10	116	1.6%
6	110	1.6%
13	109	1.5%
68	100	1.4%
15	99	1.4%
11	99	1.4%
67	98	1.4%
18	97	1.4%
69	95	1.3%
24	94	1.3%
22	90	1.3%
66	89	1.3%
35	88	1.2%
Other values (48)	3258	46.3%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
0	11	0.2%
1	613	8.7%
2	238	3.4%
3	200	2.8%
4	176	2.5%
5	133	1.9%
6	110	1.6%
7	131	1.9%
8	123	1.7%
9	119	1.7%

Value	Count	Frequency (%)
72	362	5.1%
71	170	2.4%
70	119	1.7%
69	95	1.3%
68	100	1.4%
67	98	1.4%
66	89	1.3%
65	76	1.1%
64	80	1.1%
63	72	1.0%

Phone Service
Boolean

Distinct	2
Distinct (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Memory size	55.1 KiB

Yes	6361
No	682

Common Values
Chart

Value	Count	Frequency (%)
Yes	6361	90.3%
No	682	9.7%

Multiple Lines
Categorical

Distinct	3
Distinct (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Memory size	55.1 KiB

No	3390
Yes	2971
No phone service	682

Value	Count	Frequency (%)
No	3390	48.1%
Yes	2971	42.2%
No phone service	682	9.7%

Frequencies of value counts

Unique

Unique	0 ?
Unique (%)	0.0%

Histogram of lengths of the category

Length

Max length	16
Median length	3
Mean length	3.777509584
Min length	2

Overview of Unicode Properties

Unique unicode characters	13
Unique unicode categories	3 ?
Unique unicode scripts	2 ?
Unique unicode blocks	1 ?

The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Most occurring characters

Value	Count	Frequency (%)
e	5017	18.9%
o	4754	17.9%
N	4072	15.3%
s	3653	13.7%
Y	2971	11.2%
	1364	5.1%
p	682	2.6%
h	682	2.6%
n	682	2.6%
r	682	2.6%
v	682	2.6%
i	682	2.6%
c	682	2.6%

Most occurring categories

Value	Count	Frequency (%)
Lowercase Letter	18198	68.4%
Uppercase Letter	7043	26.5%
Space Separator	1364	5.1%

Most frequent Uppercase Letter characters

Value	Count	Frequency (%)
N	4072	57.8%
Y	2971	42.2%

Most frequent Lowercase Letter characters

Value	Count	Frequency (%)
e	5017	27.6%
o	4754	26.1%
s	3653	20.1%
p	682	3.7%
h	682	3.7%
n	682	3.7%
r	682	3.7%
v	682	3.7%
i	682	3.7%
c	682	3.7%

Most frequent Space Separator characters

Value	Count	Frequency (%)
	1364	100.0%

Most occurring scripts

Value	Count	Frequency (%)
Latin	25241	94.9%
Common	1364	5.1%

Most frequent Latin characters

Value	Count	Frequency (%)
e	5017	19.9%
o	4754	18.8%
N	4072	16.1%
s	3653	14.5%
Y	2971	11.8%
p	682	2.7%
h	682	2.7%
n	682	2.7%
r	682	2.7%
v	682	2.7%
i	682	2.7%
c	682	2.7%

Most frequent Common characters

Value	Count	Frequency (%)
	1364	100.0%

Most occurring blocks

Value	Count	Frequency (%)
ASCII	26605	100.0%

Most frequent ASCII characters

Value	Count	Frequency (%)
e	5017	18.9%
o	4754	17.9%
N	4072	15.3%
s	3653	13.7%
Y	2971	11.2%
	1364	5.1%
p	682	2.6%
h	682	2.6%
n	682	2.6%
r	682	2.6%
v	682	2.6%
i	682	2.6%
c	682	2.6%

Internet Service
Categorical

Distinct	3
Distinct (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Memory size	55.1 KiB

Fiber optic	3096
DSL	2421
No	1526

Value	Count	Frequency (%)
Fiber optic	3096	44.0%
DSL	2421	34.4%
No	1526	21.7%

Frequencies of value counts

Unique

Unique	0 ?
Unique (%)	0.0%

Histogram of lengths of the category

Length

Max length	11
Median length	3
Mean length	6.300014198
Min length	2

Overview of Unicode Properties

Unique unicode characters	14
Unique unicode categories	3 ?
Unique unicode scripts	2 ?
Unique unicode blocks	1 ?

The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Most occurring characters

Value	Count	Frequency (%)
i	6192	14.0%
o	4622	10.4%
F	3096	7.0%
b	3096	7.0%
e	3096	7.0%
r	3096	7.0%
	3096	7.0%
p	3096	7.0%
t	3096	7.0%
c	3096	7.0%
D	2421	5.5%
S	2421	5.5%
L	2421	5.5%
N	1526	3.4%

Most occurring categories

Value	Count	Frequency (%)
Lowercase Letter	29390	66.2%
Uppercase Letter	11885	26.8%
Space Separator	3096	7.0%

Most frequent Uppercase Letter characters

Value	Count	Frequency (%)
F	3096	26.0%
D	2421	20.4%
S	2421	20.4%
L	2421	20.4%
N	1526	12.8%

Most frequent Lowercase Letter characters

Value	Count	Frequency (%)
i	6192	21.1%
o	4622	15.7%
b	3096	10.5%
e	3096	10.5%
r	3096	10.5%
p	3096	10.5%
t	3096	10.5%
c	3096	10.5%

Most frequent Space Separator characters

Value	Count	Frequency (%)
	3096	100.0%

Most occurring scripts

Value	Count	Frequency (%)
Latin	41275	93.0%
Common	3096	7.0%

Most frequent Latin characters

Value	Count	Frequency (%)
i	6192	15.0%
o	4622	11.2%
F	3096	7.5%
b	3096	7.5%
e	3096	7.5%
r	3096	7.5%
p	3096	7.5%
t	3096	7.5%
c	3096	7.5%
D	2421	5.9%
S	2421	5.9%
L	2421	5.9%
N	1526	3.7%

Most frequent Common characters

Value	Count	Frequency (%)
	3096	100.0%

Most occurring blocks

Value	Count	Frequency (%)
ASCII	44371	100.0%

Most frequent ASCII characters

Value	Count	Frequency (%)
i	6192	14.0%
o	4622	10.4%
F	3096	7.0%
b	3096	7.0%
e	3096	7.0%
r	3096	7.0%
	3096	7.0%
p	3096	7.0%
t	3096	7.0%
c	3096	7.0%
D	2421	5.5%
S	2421	5.5%
L	2421	5.5%
N	1526	3.4%

Online Security
Categorical

Distinct	3
Distinct (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Memory size	55.1 KiB

No	3498
Yes	2019
No internet service	1526

Value	Count	Frequency (%)
No	3498	49.7%
Yes	2019	28.7%
No internet service	1526	21.7%

Frequencies of value counts

Unique

Unique	0 ?
Unique (%)	0.0%

Histogram of lengths of the category

Length

Max length	19
Median length	3
Mean length	5.970041176
Min length	2

Overview of Unicode Properties

Unique unicode characters	12
Unique unicode categories	3 ?
Unique unicode scripts	2 ?
Unique unicode blocks	1 ?

The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Most occurring characters

Value	Count	Frequency (%)
e	8123	19.3%
N	5024	11.9%
o	5024	11.9%
s	3545	8.4%
	3052	7.3%
i	3052	7.3%
n	3052	7.3%
t	3052	7.3%
r	3052	7.3%
Y	2019	4.8%
v	1526	3.6%
c	1526	3.6%

Most occurring categories

Value	Count	Frequency (%)
Lowercase Letter	31952	76.0%
Uppercase Letter	7043	16.8%
Space Separator	3052	7.3%

Most frequent Uppercase Letter characters

Value	Count	Frequency (%)
N	5024	71.3%
Y	2019	28.7%

Most frequent Lowercase Letter characters

Value	Count	Frequency (%)
e	8123	25.4%
o	5024	15.7%
s	3545	11.1%
i	3052	9.6%
n	3052	9.6%
t	3052	9.6%
r	3052	9.6%
v	1526	4.8%
c	1526	4.8%

Most frequent Space Separator characters

Value	Count	Frequency (%)
	3052	100.0%

Most occurring scripts

Value	Count	Frequency (%)
Latin	38995	92.7%
Common	3052	7.3%

Most frequent Latin characters

Value	Count	Frequency (%)
e	8123	20.8%
N	5024	12.9%
o	5024	12.9%
s	3545	9.1%
i	3052	7.8%
n	3052	7.8%
t	3052	7.8%
r	3052	7.8%
Y	2019	5.2%
v	1526	3.9%
c	1526	3.9%

Most frequent Common characters

Value	Count	Frequency (%)
	3052	100.0%

Most occurring blocks

Value	Count	Frequency (%)
ASCII	42047	100.0%

Most frequent ASCII characters

Value	Count	Frequency (%)
e	8123	19.3%
N	5024	11.9%
o	5024	11.9%
s	3545	8.4%
	3052	7.3%
i	3052	7.3%
n	3052	7.3%
t	3052	7.3%
r	3052	7.3%
Y	2019	4.8%
v	1526	3.6%
c	1526	3.6%

Online Backup
Categorical

Distinct	3
Distinct (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Memory size	55.1 KiB

No	3088
Yes	2429
No internet service	1526

Value	Count	Frequency (%)
No	3088	43.8%
Yes	2429	34.5%
No internet service	1526	21.7%

Frequencies of value counts

Unique

Unique	0 ?
Unique (%)	0.0%

Histogram of lengths of the category

Length

Max length	19
Median length	3
Mean length	6.028255005
Min length	2

Overview of Unicode Properties

Unique unicode characters	12
Unique unicode categories	3 ?
Unique unicode scripts	2 ?
Unique unicode blocks	1 ?

The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Most occurring characters

Value	Count	Frequency (%)
e	8533	20.1%
N	4614	10.9%
o	4614	10.9%
s	3955	9.3%
	3052	7.2%
i	3052	7.2%
n	3052	7.2%
t	3052	7.2%
r	3052	7.2%
Y	2429	5.7%
v	1526	3.6%
c	1526	3.6%

Most occurring categories

Value	Count	Frequency (%)
Lowercase Letter	32362	76.2%
Uppercase Letter	7043	16.6%
Space Separator	3052	7.2%

Most frequent Uppercase Letter characters

Value	Count	Frequency (%)
N	4614	65.5%
Y	2429	34.5%

Most frequent Lowercase Letter characters

Value	Count	Frequency (%)
e	8533	26.4%
o	4614	14.3%
s	3955	12.2%
i	3052	9.4%
n	3052	9.4%
t	3052	9.4%
r	3052	9.4%
v	1526	4.7%
c	1526	4.7%

Most frequent Space Separator characters

Value	Count	Frequency (%)
	3052	100.0%

Most occurring scripts

Value	Count	Frequency (%)
Latin	39405	92.8%
Common	3052	7.2%

Most frequent Latin characters

Value	Count	Frequency (%)
e	8533	21.7%
N	4614	11.7%
o	4614	11.7%
s	3955	10.0%
i	3052	7.7%
n	3052	7.7%
t	3052	7.7%
r	3052	7.7%
Y	2429	6.2%
v	1526	3.9%
c	1526	3.9%

Most frequent Common characters

Value	Count	Frequency (%)
	3052	100.0%

Most occurring blocks

Value	Count	Frequency (%)
ASCII	42457	100.0%

Most frequent ASCII characters

Value	Count	Frequency (%)
e	8533	20.1%
N	4614	10.9%
o	4614	10.9%
s	3955	9.3%
	3052	7.2%
i	3052	7.2%
n	3052	7.2%
t	3052	7.2%
r	3052	7.2%
Y	2429	5.7%
v	1526	3.6%
c	1526	3.6%

Device Protection
Categorical

Distinct	3
Distinct (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Memory size	55.1 KiB

No	3095
Yes	2422
No internet service	1526

Value	Count	Frequency (%)
No	3095	43.9%
Yes	2422	34.4%
No internet service	1526	21.7%

Frequencies of value counts

Unique

Unique	0 ?
Unique (%)	0.0%

Histogram of lengths of the category

Length

Max length	19
Median length	3
Mean length	6.02726111
Min length	2

Overview of Unicode Properties

Unique unicode characters	12
Unique unicode categories	3 ?
Unique unicode scripts	2 ?
Unique unicode blocks	1 ?

The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Most occurring characters

Value	Count	Frequency (%)
e	8526	20.1%
N	4621	10.9%
o	4621	10.9%
s	3948	9.3%
	3052	7.2%
i	3052	7.2%
n	3052	7.2%
t	3052	7.2%
r	3052	7.2%
Y	2422	5.7%
v	1526	3.6%
c	1526	3.6%

Most occurring categories

Value	Count	Frequency (%)
Lowercase Letter	32355	76.2%
Uppercase Letter	7043	16.6%
Space Separator	3052	7.2%

Most frequent Uppercase Letter characters

Value	Count	Frequency (%)
N	4621	65.6%
Y	2422	34.4%

Most frequent Lowercase Letter characters

Value	Count	Frequency (%)
e	8526	26.4%
o	4621	14.3%
s	3948	12.2%
i	3052	9.4%
n	3052	9.4%
t	3052	9.4%
r	3052	9.4%
v	1526	4.7%
c	1526	4.7%

Most frequent Space Separator characters

Value	Count	Frequency (%)
	3052	100.0%

Most occurring scripts

Value	Count	Frequency (%)
Latin	39398	92.8%
Common	3052	7.2%

Most frequent Latin characters

Value	Count	Frequency (%)
e	8526	21.6%
N	4621	11.7%
o	4621	11.7%
s	3948	10.0%
i	3052	7.7%
n	3052	7.7%
t	3052	7.7%
r	3052	7.7%
Y	2422	6.1%
v	1526	3.9%
c	1526	3.9%

Most frequent Common characters

Value	Count	Frequency (%)
	3052	100.0%

Most occurring blocks

Value	Count	Frequency (%)
ASCII	42450	100.0%

Most frequent ASCII characters

Value	Count	Frequency (%)
e	8526	20.1%
N	4621	10.9%
o	4621	10.9%
s	3948	9.3%
	3052	7.2%
i	3052	7.2%
n	3052	7.2%
t	3052	7.2%
r	3052	7.2%
Y	2422	5.7%
v	1526	3.6%
c	1526	3.6%

Tech Support
Categorical

Distinct	3
Distinct (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Memory size	55.1 KiB

No	3473
Yes	2044
No internet service	1526

Value	Count	Frequency (%)
No	3473	49.3%
Yes	2044	29.0%
No internet service	1526	21.7%

Frequencies of value counts

Unique

Unique	0 ?
Unique (%)	0.0%

Histogram of lengths of the category

Length

Max length	19
Median length	3
Mean length	5.973590799
Min length	2

Overview of Unicode Properties

Unique unicode characters	12
Unique unicode categories	3 ?
Unique unicode scripts	2 ?
Unique unicode blocks	1 ?

The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Most occurring characters

Value	Count	Frequency (%)
e	8148	19.4%
N	4999	11.9%
o	4999	11.9%
s	3570	8.5%
	3052	7.3%
i	3052	7.3%
n	3052	7.3%
t	3052	7.3%
r	3052	7.3%
Y	2044	4.9%
v	1526	3.6%
c	1526	3.6%

Most occurring categories

Value	Count	Frequency (%)
Lowercase Letter	31977	76.0%
Uppercase Letter	7043	16.7%
Space Separator	3052	7.3%

Most frequent Uppercase Letter characters

Value	Count	Frequency (%)
N	4999	71.0%
Y	2044	29.0%

Most frequent Lowercase Letter characters

Value	Count	Frequency (%)
e	8148	25.5%
o	4999	15.6%
s	3570	11.2%
i	3052	9.5%
n	3052	9.5%
t	3052	9.5%
r	3052	9.5%
v	1526	4.8%
c	1526	4.8%

Most frequent Space Separator characters

Value	Count	Frequency (%)
	3052	100.0%

Most occurring scripts

Value	Count	Frequency (%)
Latin	39020	92.7%
Common	3052	7.3%

Most frequent Latin characters

Value	Count	Frequency (%)
e	8148	20.9%
N	4999	12.8%
o	4999	12.8%
s	3570	9.1%
i	3052	7.8%
n	3052	7.8%
t	3052	7.8%
r	3052	7.8%
Y	2044	5.2%
v	1526	3.9%
c	1526	3.9%

Most frequent Common characters

Value	Count	Frequency (%)
	3052	100.0%

Most occurring blocks

Value	Count	Frequency (%)
ASCII	42072	100.0%

Most frequent ASCII characters

Value	Count	Frequency (%)
e	8148	19.4%
N	4999	11.9%
o	4999	11.9%
s	3570	8.5%
	3052	7.3%
i	3052	7.3%
n	3052	7.3%
t	3052	7.3%
r	3052	7.3%
Y	2044	4.9%
v	1526	3.6%
c	1526	3.6%

Streaming TV
Categorical

Distinct	3
Distinct (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Memory size	55.1 KiB

No	2810
Yes	2707
No internet service	1526

Value	Count	Frequency (%)
No	2810	39.9%
Yes	2707	38.4%
No internet service	1526	21.7%

Frequencies of value counts

Unique

Unique	0 ?
Unique (%)	0.0%

Histogram of lengths of the category

Length

Max length	19
Median length	3
Mean length	6.067726821
Min length	2

Overview of Unicode Properties

Unique unicode characters	12
Unique unicode categories	3 ?
Unique unicode scripts	2 ?
Unique unicode blocks	1 ?

The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Most occurring characters

Value	Count	Frequency (%)
e	8811	20.6%
N	4336	10.1%
o	4336	10.1%
s	4233	9.9%
	3052	7.1%
i	3052	7.1%
n	3052	7.1%
t	3052	7.1%
r	3052	7.1%
Y	2707	6.3%
v	1526	3.6%
c	1526	3.6%

Most occurring categories

Value	Count	Frequency (%)
Lowercase Letter	32640	76.4%
Uppercase Letter	7043	16.5%
Space Separator	3052	7.1%

Most frequent Uppercase Letter characters

Value	Count	Frequency (%)
N	4336	61.6%
Y	2707	38.4%

Most frequent Lowercase Letter characters

Value	Count	Frequency (%)
e	8811	27.0%
o	4336	13.3%
s	4233	13.0%
i	3052	9.4%
n	3052	9.4%
t	3052	9.4%
r	3052	9.4%
v	1526	4.7%
c	1526	4.7%

Most frequent Space Separator characters

Value	Count	Frequency (%)
	3052	100.0%

Most occurring scripts

Value	Count	Frequency (%)
Latin	39683	92.9%
Common	3052	7.1%

Most frequent Latin characters

Value	Count	Frequency (%)
e	8811	22.2%
N	4336	10.9%
o	4336	10.9%
s	4233	10.7%
i	3052	7.7%
n	3052	7.7%
t	3052	7.7%
r	3052	7.7%
Y	2707	6.8%
v	1526	3.8%
c	1526	3.8%

Most frequent Common characters

Value	Count	Frequency (%)
	3052	100.0%

Most occurring blocks

Value	Count	Frequency (%)
ASCII	42735	100.0%

Most frequent ASCII characters

Value	Count	Frequency (%)
e	8811	20.6%
N	4336	10.1%
o	4336	10.1%
s	4233	9.9%
	3052	7.1%
i	3052	7.1%
n	3052	7.1%
t	3052	7.1%
r	3052	7.1%
Y	2707	6.3%
v	1526	3.6%
c	1526	3.6%

Streaming Movies
Categorical

Distinct	3
Distinct (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Memory size	55.1 KiB

No	2785
Yes	2732
No internet service	1526

Value	Count	Frequency (%)
No	2785	39.5%
Yes	2732	38.8%
No internet service	1526	21.7%

Frequencies of value counts

Unique

Unique	0 ?
Unique (%)	0.0%

Histogram of lengths of the category

Length

Max length	19
Median length	3
Mean length	6.071276445
Min length	2

Overview of Unicode Properties

Unique unicode characters	12
Unique unicode categories	3 ?
Unique unicode scripts	2 ?
Unique unicode blocks	1 ?

The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Most occurring characters

Value	Count	Frequency (%)
e	8836	20.7%
N	4311	10.1%
o	4311	10.1%
s	4258	10.0%
	3052	7.1%
i	3052	7.1%
n	3052	7.1%
t	3052	7.1%
r	3052	7.1%
Y	2732	6.4%
v	1526	3.6%
c	1526	3.6%

Most occurring categories

Value	Count	Frequency (%)
Lowercase Letter	32665	76.4%
Uppercase Letter	7043	16.5%
Space Separator	3052	7.1%

Most frequent Uppercase Letter characters

Value	Count	Frequency (%)
N	4311	61.2%
Y	2732	38.8%

Most frequent Lowercase Letter characters

Value	Count	Frequency (%)
e	8836	27.1%
o	4311	13.2%
s	4258	13.0%
i	3052	9.3%
n	3052	9.3%
t	3052	9.3%
r	3052	9.3%
v	1526	4.7%
c	1526	4.7%

Most frequent Space Separator characters

Value	Count	Frequency (%)
	3052	100.0%

Most occurring scripts

Value	Count	Frequency (%)
Latin	39708	92.9%
Common	3052	7.1%

Most frequent Latin characters

Value	Count	Frequency (%)
e	8836	22.3%
N	4311	10.9%
o	4311	10.9%
s	4258	10.7%
i	3052	7.7%
n	3052	7.7%
t	3052	7.7%
r	3052	7.7%
Y	2732	6.9%
v	1526	3.8%
c	1526	3.8%

Most frequent Common characters

Value	Count	Frequency (%)
	3052	100.0%

Most occurring blocks

Value	Count	Frequency (%)
ASCII	42760	100.0%

Most frequent ASCII characters

Value	Count	Frequency (%)
e	8836	20.7%
N	4311	10.1%
o	4311	10.1%
s	4258	10.0%
	3052	7.1%
i	3052	7.1%
n	3052	7.1%
t	3052	7.1%
r	3052	7.1%
Y	2732	6.4%
v	1526	3.6%
c	1526	3.6%

Contract
Categorical

Distinct	3
Distinct (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Memory size	55.1 KiB

Month-to-month	3875
Two year	1695
One year	1473

Value	Count	Frequency (%)
Month-to-month	3875	55.0%
Two year	1695	24.1%
One year	1473	20.9%

Frequencies of value counts

Unique

Unique	0 ?
Unique (%)	0.0%

Histogram of lengths of the category

Length

Max length	14
Median length	14
Mean length	11.30115008
Min length	8

Overview of Unicode Properties

Unique unicode characters	15
Unique unicode categories	4 ?
Unique unicode scripts	2 ?
Unique unicode blocks	1 ?

The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Most occurring characters

Value	Count	Frequency (%)
o	13320	16.7%
t	11625	14.6%
n	9223	11.6%
h	7750	9.7%
-	7750	9.7%
e	4641	5.8%
M	3875	4.9%
m	3875	4.9%
	3168	4.0%
y	3168	4.0%
a	3168	4.0%
r	3168	4.0%
T	1695	2.1%
w	1695	2.1%
O	1473	1.9%

Most occurring categories

Value	Count	Frequency (%)
Lowercase Letter	61633	77.4%
Dash Punctuation	7750	9.7%
Uppercase Letter	7043	8.8%
Space Separator	3168	4.0%

Most frequent Uppercase Letter characters

Value	Count	Frequency (%)
M	3875	55.0%
T	1695	24.1%
O	1473	20.9%

Most frequent Lowercase Letter characters

Value	Count	Frequency (%)
o	13320	21.6%
t	11625	18.9%
n	9223	15.0%
h	7750	12.6%
e	4641	7.5%
m	3875	6.3%
y	3168	5.1%
a	3168	5.1%
r	3168	5.1%
w	1695	2.8%

Most frequent Dash Punctuation characters

Value	Count	Frequency (%)
-	7750	100.0%

Most frequent Space Separator characters

Value	Count	Frequency (%)
	3168	100.0%

Most occurring scripts

Value	Count	Frequency (%)
Latin	68676	86.3%
Common	10918	13.7%

Most frequent Latin characters

Value	Count	Frequency (%)
o	13320	19.4%
t	11625	16.9%
n	9223	13.4%
h	7750	11.3%
e	4641	6.8%
M	3875	5.6%
m	3875	5.6%
y	3168	4.6%
a	3168	4.6%
r	3168	4.6%
T	1695	2.5%
w	1695	2.5%
O	1473	2.1%

Most frequent Common characters

Value	Count	Frequency (%)
-	7750	71.0%
	3168	29.0%

Most occurring blocks

Value	Count	Frequency (%)
ASCII	79594	100.0%

Most frequent ASCII characters

Value	Count	Frequency (%)
o	13320	16.7%
t	11625	14.6%
n	9223	11.6%
h	7750	9.7%
-	7750	9.7%
e	4641	5.8%
M	3875	4.9%
m	3875	4.9%
	3168	4.0%
y	3168	4.0%
a	3168	4.0%
r	3168	4.0%
T	1695	2.1%
w	1695	2.1%
O	1473	1.9%

Paperless Billing
Boolean

Distinct	2
Distinct (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Memory size	55.1 KiB

Yes	4171
No	2872

Common Values
Chart

Value	Count	Frequency (%)
Yes	4171	59.2%
No	2872	40.8%

Payment Method
Categorical

Distinct	4
Distinct (%)	0.1%
Missing	0
Missing (%)	0.0%
Memory size	55.1 KiB

Electronic check	2365
Mailed check	1612
Bank transfer (automatic)	1544
Credit card (automatic)	1522

Value	Count	Frequency (%)
Electronic check	2365	33.6%
Mailed check	1612	22.9%
Bank transfer (automatic)	1544	21.9%
Credit card (automatic)	1522	21.6%

Frequencies of value counts

Unique

Unique	0 ?
Unique (%)	0.0%

Histogram of lengths of the category

Length

Max length	25
Median length	16
Mean length	18.57021156
Min length	12

Overview of Unicode Properties

Unique unicode characters	23
Unique unicode categories	5 ?
Unique unicode scripts	2 ?
Unique unicode blocks	1 ?

The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Most occurring characters

Value	Count	Frequency (%)
c	17272	13.2%
a	12354	9.4%
t	11563	8.8%
e	11020	8.4%
	10109	7.7%
i	8565	6.5%
r	8497	6.5%
k	5521	4.2%
n	5453	4.2%
o	5431	4.2%
d	4656	3.6%
l	3977	3.0%
h	3977	3.0%
(	3066	2.3%
u	3066	2.3%
m	3066	2.3%
)	3066	2.3%
E	2365	1.8%
M	1612	1.2%
B	1544	1.2%
s	1544	1.2%
f	1544	1.2%
C	1522	1.2%

Most occurring categories

Value	Count	Frequency (%)
Lowercase Letter	107506	82.2%
Space Separator	10109	7.7%
Uppercase Letter	7043	5.4%
Open Punctuation	3066	2.3%
Close Punctuation	3066	2.3%

Most frequent Uppercase Letter characters

Value	Count	Frequency (%)
E	2365	33.6%
M	1612	22.9%
B	1544	21.9%
C	1522	21.6%

Most frequent Lowercase Letter characters

Value	Count	Frequency (%)
c	17272	16.1%
a	12354	11.5%
t	11563	10.8%
e	11020	10.3%
i	8565	8.0%
r	8497	7.9%
k	5521	5.1%
n	5453	5.1%
o	5431	5.1%
d	4656	4.3%
l	3977	3.7%
h	3977	3.7%
u	3066	2.9%
m	3066	2.9%
s	1544	1.4%
f	1544	1.4%

Most frequent Space Separator characters

Value	Count	Frequency (%)
	10109	100.0%

Most frequent Open Punctuation characters

Value	Count	Frequency (%)
(	3066	100.0%

Most frequent Close Punctuation characters

Value	Count	Frequency (%)
)	3066	100.0%

Most occurring scripts

Value	Count	Frequency (%)
Latin	114549	87.6%
Common	16241	12.4%

Most frequent Latin characters

Value	Count	Frequency (%)
c	17272	15.1%
a	12354	10.8%
t	11563	10.1%
e	11020	9.6%
i	8565	7.5%
r	8497	7.4%
k	5521	4.8%
n	5453	4.8%
o	5431	4.7%
d	4656	4.1%
l	3977	3.5%
h	3977	3.5%
u	3066	2.7%
m	3066	2.7%
E	2365	2.1%
M	1612	1.4%
B	1544	1.3%
s	1544	1.3%
f	1544	1.3%
C	1522	1.3%

Most frequent Common characters

Value	Count	Frequency (%)
	10109	62.2%
(	3066	18.9%
)	3066	18.9%

Most occurring blocks

Value	Count	Frequency (%)
ASCII	130790	100.0%

Most frequent ASCII characters

Value	Count	Frequency (%)
c	17272	13.2%
a	12354	9.4%
t	11563	8.8%
e	11020	8.4%
	10109	7.7%
i	8565	6.5%
r	8497	6.5%
k	5521	4.2%
n	5453	4.2%
o	5431	4.2%
d	4656	3.6%
l	3977	3.0%
h	3977	3.0%
(	3066	2.3%
u	3066	2.3%
m	3066	2.3%
)	3066	2.3%
E	2365	1.8%
M	1612	1.2%
B	1544	1.2%
s	1544	1.2%
f	1544	1.2%
C	1522	1.2%

Monthly Charges
Real number (ℝ_≥0)

Distinct	1585
Distinct (%)	22.5%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%

Mean	64.76169246
Minimum	18.25
Maximum	118.75
Zeros	0
Zeros (%)	0.0%
Memory size	55.1 KiB

Quantile statistics

Minimum	18.25
5-th percentile	19.65
Q1	35.5
median	70.35
Q3	89.85
95-th percentile	107.4
Maximum	118.75
Range	100.5
Interquartile range (IQR)	54.35

Descriptive statistics

Standard deviation	30.0900471
Coefficient of variation (CV)	0.4646272504
Kurtosis	-1.257259695
Mean	64.76169246
Median Absolute Deviation (MAD)	24.05
Skewness	-0.2205244339
Sum	456116.6
Variance	905.4109343
Monotocity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
20.05	61	0.9%
19.85	45	0.6%
19.95	44	0.6%
19.9	44	0.6%
20	43	0.6%
19.65	43	0.6%
19.7	43	0.6%
19.55	40	0.6%
20.15	40	0.6%
20.25	39	0.6%
19.75	39	0.6%
20.35	38	0.5%
19.8	38	0.5%
19.6	37	0.5%
20.1	37	0.5%
20.2	35	0.5%
19.5	32	0.5%
19.4	31	0.4%
20.45	31	0.4%
20.4	30	0.4%
20.3	28	0.4%
20.5	28	0.4%
19.45	28	0.4%
20.55	27	0.4%
19.35	25	0.4%
Other values (1560)	6117	86.9%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
18.25	1	< 0.1%
18.4	1	< 0.1%
18.55	1	< 0.1%
18.7	2	< 0.1%
18.75	1	< 0.1%
18.8	7	0.1%
18.85	5	0.1%
18.9	2	< 0.1%
18.95	6	0.1%
19	7	0.1%

Value	Count	Frequency (%)
118.75	1	< 0.1%
118.65	1	< 0.1%
118.6	2	< 0.1%
118.35	1	< 0.1%
118.2	1	< 0.1%
117.8	1	< 0.1%
117.6	1	< 0.1%
117.5	1	< 0.1%
117.45	1	< 0.1%
117.35	1	< 0.1%

Total Charges
Unsupported

REJECTED
UNSUPPORTED

Missing	0
Missing (%)	0.0%
Memory size	221.8 KiB

Churn Label
Boolean

Distinct	2
Distinct (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Memory size	55.1 KiB

No	5174
Yes	1869

Common Values
Chart

Value	Count	Frequency (%)
No	5174	73.5%
Yes	1869	26.5%

Churn Value
Boolean

Distinct	2
Distinct (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Memory size	55.1 KiB

0	5174
1	1869

Common Values
Chart

Value	Count	Frequency (%)
0	5174	73.5%
1	1869	26.5%

Churn Score
Real number (ℝ_≥0)

Distinct	85
Distinct (%)	1.2%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%

Mean	58.69941786
Minimum	5
Maximum	100
Zeros	0
Zeros (%)	0.0%
Memory size	55.1 KiB

Quantile statistics

Minimum	5
5-th percentile	24
Q1	40
median	61
Q3	75
95-th percentile	94
Maximum	100
Range	95
Interquartile range (IQR)	35

Descriptive statistics

Standard deviation	21.52513068
Coefficient of variation (CV)	0.3667009225
Kurtosis	-1.005679127
Mean	58.69941786
Median Absolute Deviation (MAD)	17
Skewness	-0.08983998912
Sum	413420
Variance	463.3312507
Monotocity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
80	151	2.1%
71	148	2.1%
77	145	2.1%
67	143	2.0%
68	141	2.0%
76	141	2.0%
69	140	2.0%
70	140	2.0%
78	138	2.0%
72	137	1.9%
65	136	1.9%
66	135	1.9%
75	129	1.8%
74	128	1.8%
79	126	1.8%
73	126	1.8%
59	104	1.5%
43	104	1.5%
46	101	1.4%
26	101	1.4%
54	96	1.4%
49	96	1.4%
38	96	1.4%
27	95	1.3%
33	92	1.3%
Other values (60)	3954	56.1%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
5	1	< 0.1%
7	2	< 0.1%
8	2	< 0.1%
9	3	< 0.1%
20	83	1.2%
21	84	1.2%
22	82	1.2%
23	78	1.1%
24	86	1.2%
25	85	1.2%

Value	Count	Frequency (%)
100	50	0.7%
99	54	0.8%
98	50	0.7%
97	64	0.9%
96	52	0.7%
95	43	0.6%
94	46	0.7%
93	47	0.7%
92	48	0.7%
91	45	0.6%

CLTV
Real number (ℝ_≥0)

Distinct	3438
Distinct (%)	48.8%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%

Mean	4400.295755
Minimum	2003
Maximum	6500
Zeros	0
Zeros (%)	0.0%
Memory size	55.1 KiB

Quantile statistics

Minimum	2003
5-th percentile	2296
Q1	3469
median	4527
Q3	5380.5
95-th percentile	6087
Maximum	6500
Range	4497
Interquartile range (IQR)	1911.5

Descriptive statistics

Standard deviation	1183.057152
Coefficient of variation (CV)	0.2688585536
Kurtosis	-0.934032483
Mean	4400.295755
Median Absolute Deviation (MAD)	922
Skewness	-0.3116021004
Sum	30991283
Variance	1399624.225
Monotocity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
5546	8	0.1%
4741	7	0.1%
5137	7	0.1%
2269	7	0.1%
4115	7	0.1%
4745	7	0.1%
5461	7	0.1%
4369	7	0.1%
5092	7	0.1%
5527	7	0.1%
5915	7	0.1%
5707	6	0.1%
5154	6	0.1%
5824	6	0.1%
5172	6	0.1%
4535	6	0.1%
5225	6	0.1%
5597	6	0.1%
4235	6	0.1%
4556	6	0.1%
4778	6	0.1%
4580	6	0.1%
5750	6	0.1%
4099	6	0.1%
4120	6	0.1%
Other values (3413)	6881	97.7%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
2003	3	< 0.1%
2004	3	< 0.1%
2006	1	< 0.1%
2007	4	0.1%
2008	1	< 0.1%
2009	2	< 0.1%
2010	3	< 0.1%
2011	2	< 0.1%
2013	2	< 0.1%
2014	1	< 0.1%

Value	Count	Frequency (%)
6500	1	< 0.1%
6499	2	< 0.1%
6495	1	< 0.1%
6494	2	< 0.1%
6492	3	< 0.1%
6491	1	< 0.1%
6490	1	< 0.1%
6489	1	< 0.1%
6488	1	< 0.1%
6487	2	< 0.1%

Churn Reason
Categorical

MISSING

Distinct	20
Distinct (%)	1.1%
Missing	5174
Missing (%)	73.5%
Memory size	55.1 KiB

Attitude of support person	192
Competitor offered higher download speeds	189
Competitor offered more data	162
Don't know	154
Competitor made better offer	140
Other values (15)	1032

Common Values
Overview

Value	Count	Frequency (%)
Attitude of support person	192	2.7%
Competitor offered higher download speeds	189	2.7%
Competitor offered more data	162	2.3%
Don't know	154	2.2%
Competitor made better offer	140	2.0%
Attitude of service provider	135	1.9%
Competitor had better devices	130	1.8%
Network reliability	103	1.5%
Product dissatisfaction	102	1.4%
Price too high	98	1.4%
Service dissatisfaction	89	1.3%
Lack of self-service on Website	88	1.2%
Extra data charges	57	0.8%
Moved	53	0.8%
Limited range of services	44	0.6%
Long distance charges	44	0.6%
Lack of affordable download/upload speed	44	0.6%
Poor expertise of phone support	20	0.3%
Poor expertise of online support	19	0.3%
Deceased	6	0.1%
(Missing)	5174	73.5%

Frequencies of value counts

Unique

Unique	0 ?
Unique (%)	0.0%

Histogram of lengths of the category

Length

Max length	41
Median length	3
Mean length	8.889677694
Min length	3

Overview of Unicode Properties

Unique unicode characters	37
Unique unicode categories	5 ?
Unique unicode scripts	2 ?
Unique unicode blocks	1 ?

The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Most occurring characters

Value	Count	Frequency (%)
n	11550	18.4%
a	7116	11.4%
e	5658	9.0%
o	4751	7.6%
	4695	7.5%
t	4427	7.1%
r	3512	5.6%
i	3114	5.0%
d	2659	4.2%
s	2225	3.6%
f	1891	3.0%
p	1746	2.8%
c	1160	1.9%
m	967	1.5%
h	825	1.3%
u	704	1.1%
v	674	1.1%
l	634	1.0%
C	621	1.0%
b	505	0.8%
w	490	0.8%
g	476	0.8%
k	389	0.6%
A	327	0.5%
P	239	0.4%
Other values (12)	1255	2.0%

Most occurring categories

Value	Count	Frequency (%)
Lowercase Letter	55672	88.9%
Space Separator	4695	7.5%
Uppercase Letter	1957	3.1%
Other Punctuation	198	0.3%
Dash Punctuation	88	0.1%

Most frequent Uppercase Letter characters

Value	Count	Frequency (%)
C	621	31.7%
A	327	16.7%
P	239	12.2%
L	220	11.2%
D	160	8.2%
N	103	5.3%
S	89	4.5%
W	88	4.5%
E	57	2.9%
M	53	2.7%

Most frequent Lowercase Letter characters

Value	Count	Frequency (%)
n	11550	20.7%
a	7116	12.8%
e	5658	10.2%
o	4751	8.5%
t	4427	8.0%
r	3512	6.3%
i	3114	5.6%
d	2659	4.8%
s	2225	4.0%
f	1891	3.4%
p	1746	3.1%
c	1160	2.1%
m	967	1.7%
h	825	1.5%
u	704	1.3%
v	674	1.2%
l	634	1.1%
b	505	0.9%
w	490	0.9%
g	476	0.9%
k	389	0.7%
y	103	0.2%
x	96	0.2%

Most frequent Space Separator characters

Value	Count	Frequency (%)
	4695	100.0%

Most frequent Dash Punctuation characters

Value	Count	Frequency (%)
-	88	100.0%

Most frequent Other Punctuation characters

Value	Count	Frequency (%)
'	154	77.8%
/	44	22.2%

Most occurring scripts

Value	Count	Frequency (%)
Latin	57629	92.0%
Common	4981	8.0%

Most frequent Latin characters

Value	Count	Frequency (%)
n	11550	20.0%
a	7116	12.3%
e	5658	9.8%
o	4751	8.2%
t	4427	7.7%
r	3512	6.1%
i	3114	5.4%
d	2659	4.6%
s	2225	3.9%
f	1891	3.3%
p	1746	3.0%
c	1160	2.0%
m	967	1.7%
h	825	1.4%
u	704	1.2%
v	674	1.2%
l	634	1.1%
C	621	1.1%
b	505	0.9%
w	490	0.9%
g	476	0.8%
k	389	0.7%
A	327	0.6%
P	239	0.4%
L	220	0.4%
Other values (8)	749	1.3%

Most frequent Common characters

Value	Count	Frequency (%)
	4695	94.3%
'	154	3.1%
-	88	1.8%
/	44	0.9%

Most occurring blocks

Value	Count	Frequency (%)
ASCII	62610	100.0%

Most frequent ASCII characters

Value	Count	Frequency (%)
n	11550	18.4%
a	7116	11.4%
e	5658	9.0%
o	4751	7.6%
	4695	7.5%
t	4427	7.1%
r	3512	5.6%
i	3114	5.0%
d	2659	4.2%
s	2225	3.6%
f	1891	3.0%
p	1746	2.8%
c	1160	1.9%
m	967	1.5%
h	825	1.3%
u	704	1.1%
v	674	1.1%
l	634	1.0%
C	621	1.0%
b	505	0.8%
w	490	0.8%
g	476	0.8%
k	389	0.6%
A	327	0.5%
P	239	0.4%
Other values (12)	1255	2.0%

Pearson's r

The Pearson's correlation coefficient (r) is a measure of linear correlation between two variables. It's value lies between -1 and +1, -1 indicating total negative linear correlation, 0 indicating no linear correlation and 1 indicating total positive linear correlation. Furthermore, r is invariant under separate changes in location and scale of the two variables, implying that for a linear function the angle to the x-axis does not affect r.

To calculate r for two variables X and Y, one divides the covariance of X and Y by the product of their standard deviations.

Spearman's ρ

The Spearman's rank correlation coefficient (ρ) is a measure of monotonic correlation between two variables, and is therefore better in catching nonlinear monotonic correlations than Pearson's r. It's value lies between -1 and +1, -1 indicating total negative monotonic correlation, 0 indicating no monotonic correlation and 1 indicating total positive monotonic correlation.

To calculate ρ for two variables X and Y, one divides the covariance of the rank variables of X and Y by the product of their standard deviations.

Kendall's τ

Similarly to Spearman's rank correlation coefficient, the Kendall rank correlation coefficient (τ) measures ordinal association between two variables. It's value lies between -1 and +1, -1 indicating total negative correlation, 0 indicating no correlation and 1 indicating total positive correlation.

To calculate τ for two variables X and Y, one determines the number of concordant and discordant pairs of observations. τ is given by the number of concordant pairs minus the discordant pairs divided by the total number of pairs.

Phik (φk)

Phik (φk) is a new and practical correlation coefficient that works consistently between categorical, ordinal and interval variables, captures non-linear dependency and reverts to the Pearson correlation coefficient in case of a bivariate normal input distribution. There is extensive documentation available here.

Cramér's V (φc)

Cramér's V is an association measure for nominal random variables. The coefficient ranges from 0 to 1, with 0 indicating independence and 1 indicating perfect association. The empirical estimators used for Cramér's V have been proved to be biased, even for large samples. We use a bias-corrected measure that has been proposed by Bergsma in 2013 that can be found here.

First rows

	CustomerID	Count	Country	State	City	Zip Code	Lat Long	Latitude	Longitude	Gender	Senior Citizen	Partner	Dependents	Tenure Months	Phone Service	Multiple Lines	Internet Service	Online Security	Online Backup	Device Protection	Tech Support	Streaming TV	Streaming Movies	Contract	Paperless Billing	Payment Method	Monthly Charges	Total Charges	Churn Label	Churn Value	Churn Score	CLTV	Churn Reason
0	3668-QPYBK	1	United States	California	Los Angeles	90003	33.964131, -118.272783	33.964131	-118.272783	Male	No	No	No	2	Yes	No	DSL	Yes	Yes	No	No	No	No	Month-to-month	Yes	Mailed check	53.85	108.15	Yes	1	86	3239	Competitor made better offer
1	9237-HQITU	1	United States	California	Los Angeles	90005	34.059281, -118.30742	34.059281	-118.307420	Female	No	No	Yes	2	Yes	No	Fiber optic	No	No	No	No	No	No	Month-to-month	Yes	Electronic check	70.70	151.65	Yes	1	67	2701	Moved
2	9305-CDSKC	1	United States	California	Los Angeles	90006	34.048013, -118.293953	34.048013	-118.293953	Female	No	No	Yes	8	Yes	Yes	Fiber optic	No	No	Yes	No	Yes	Yes	Month-to-month	Yes	Electronic check	99.65	820.5	Yes	1	86	5372	Moved
3	7892-POOKP	1	United States	California	Los Angeles	90010	34.062125, -118.315709	34.062125	-118.315709	Female	No	Yes	Yes	28	Yes	Yes	Fiber optic	No	No	Yes	Yes	Yes	Yes	Month-to-month	Yes	Electronic check	104.80	3046.05	Yes	1	84	5003	Moved
4	0280-XJGEX	1	United States	California	Los Angeles	90015	34.039224, -118.266293	34.039224	-118.266293	Male	No	No	Yes	49	Yes	Yes	Fiber optic	No	Yes	Yes	No	Yes	Yes	Month-to-month	Yes	Bank transfer (automatic)	103.70	5036.3	Yes	1	89	5340	Competitor had better devices
5	4190-MFLUW	1	United States	California	Los Angeles	90020	34.066367, -118.309868	34.066367	-118.309868	Female	No	Yes	No	10	Yes	No	DSL	No	No	Yes	Yes	No	No	Month-to-month	No	Credit card (automatic)	55.20	528.35	Yes	1	78	5925	Competitor offered higher download speeds
6	8779-QRDMV	1	United States	California	Los Angeles	90022	34.02381, -118.156582	34.023810	-118.156582	Male	Yes	No	No	1	No	No phone service	DSL	No	No	Yes	No	No	Yes	Month-to-month	Yes	Electronic check	39.65	39.65	Yes	1	100	5433	Competitor offered more data
7	1066-JKSGK	1	United States	California	Los Angeles	90024	34.066303, -118.435479	34.066303	-118.435479	Male	No	No	No	1	Yes	No	No	No internet service	No internet service	No internet service	No internet service	No internet service	No internet service	Month-to-month	No	Mailed check	20.15	20.15	Yes	1	92	4832	Competitor made better offer
8	6467-CHFZW	1	United States	California	Los Angeles	90028	34.099869, -118.326843	34.099869	-118.326843	Male	No	Yes	Yes	47	Yes	Yes	Fiber optic	No	Yes	No	No	Yes	Yes	Month-to-month	Yes	Electronic check	99.35	4749.15	Yes	1	77	5789	Competitor had better devices
9	8665-UTDHZ	1	United States	California	Los Angeles	90029	34.089953, -118.294824	34.089953	-118.294824	Male	No	Yes	No	1	No	No phone service	DSL	No	Yes	No	No	No	No	Month-to-month	No	Electronic check	30.20	30.2	Yes	1	97	2915	Competitor had better devices

Last rows

	CustomerID	Count	Country	State	City	Zip Code	Lat Long	Latitude	Longitude	Gender	Senior Citizen	Partner	Dependents	Tenure Months	Phone Service	Multiple Lines	Internet Service	Online Security	Online Backup	Device Protection	Tech Support	Streaming TV	Streaming Movies	Contract	Paperless Billing	Payment Method	Monthly Charges	Total Charges	Churn Label	Churn Score	CLTV	Churn Reason
7033	0871-OPBXW	1	United States	California	Twentynine Palms	92277	34.17211, -115.769773	34.172110	-115.769773	Female	No	No	No	2	Yes	No	No	No internet service	No internet service	No internet service	No internet service	No internet service	No internet service	Month-to-month	Yes	Mailed check	20.05	39.25	No	80	5191	NaN
7034	3605-JISKB	1	United States	California	Twentynine Palms	92278	34.457829, -116.139589	34.457829	-116.139589	Male	Yes	Yes	No	55	Yes	Yes	DSL	Yes	Yes	No	No	No	No	One year	No	Credit card (automatic)	60.00	3316.1	No	71	4212	NaN
7035	9767-FFLEM	1	United States	California	Westmorland	92281	33.03679, -115.60503	33.036790	-115.605030	Male	No	No	No	38	Yes	No	Fiber optic	No	No	No	No	No	No	Month-to-month	Yes	Credit card (automatic)	69.50	2625.25	No	35	4591	NaN
7036	8456-QDAVC	1	United States	California	Winterhaven	92283	32.852947, -114.850784	32.852947	-114.850784	Male	No	No	No	19	Yes	No	Fiber optic	No	No	No	No	Yes	No	Month-to-month	Yes	Bank transfer (automatic)	78.70	1495.1	No	20	2464	NaN
7037	7750-EYXWZ	1	United States	California	Yucca Valley	92284	34.159534, -116.425984	34.159534	-116.425984	Female	No	No	No	12	No	No phone service	DSL	No	Yes	Yes	Yes	Yes	Yes	One year	No	Electronic check	60.65	743.3	No	24	3740	NaN
7038	2569-WGERO	1	United States	California	Landers	92285	34.341737, -116.539416	34.341737	-116.539416	Female	No	No	No	72	Yes	No	No	No internet service	No internet service	No internet service	No internet service	No internet service	No internet service	Two year	Yes	Bank transfer (automatic)	21.15	1419.4	No	45	5306	NaN
7039	6840-RESVB	1	United States	California	Adelanto	92301	34.667815, -117.536183	34.667815	-117.536183	Male	No	Yes	Yes	24	Yes	Yes	DSL	Yes	No	Yes	Yes	Yes	Yes	One year	Yes	Mailed check	84.80	1990.5	No	59	2140	NaN
7040	2234-XADUH	1	United States	California	Amboy	92304	34.559882, -115.637164	34.559882	-115.637164	Female	No	Yes	Yes	72	Yes	Yes	Fiber optic	No	Yes	Yes	No	Yes	Yes	One year	Yes	Credit card (automatic)	103.20	7362.9	No	71	5560	NaN
7041	4801-JZAZL	1	United States	California	Angelus Oaks	92305	34.1678, -116.86433	34.167800	-116.864330	Female	No	Yes	Yes	11	No	No phone service	DSL	Yes	No	No	No	No	No	Month-to-month	Yes	Electronic check	29.60	346.45	No	59	2793	NaN
7042	3186-AJIEK	1	United States	California	Apple Valley	92308	34.424926, -117.184503	34.424926	-117.184503	Male	No	No	No	66	Yes	No	Fiber optic	Yes	No	Yes	Yes	Yes	Yes	Two year	Yes	Bank transfer (automatic)	105.65	6844.5	No	38	5097	NaN

Overview

Variables

Most occurring characters

Most occurring categories

Most frequent Decimal Number characters

Most frequent Dash Punctuation characters

Most frequent Uppercase Letter characters

Most occurring scripts

Most frequent Common characters

Most frequent Latin characters

Most occurring blocks

Most frequent ASCII characters

Most occurring characters

Most occurring categories

Most frequent Uppercase Letter characters

Most frequent Lowercase Letter characters

Most frequent Space Separator characters

Most occurring scripts

Most frequent Latin characters

Most frequent Common characters

Most occurring blocks

Most frequent ASCII characters

Most occurring characters

Most occurring categories

Most frequent Uppercase Letter characters

Most frequent Lowercase Letter characters

Most occurring scripts

Most frequent Latin characters

Most occurring blocks

Most frequent ASCII characters

Most occurring characters

Most occurring categories

Most frequent Uppercase Letter characters

Most frequent Lowercase Letter characters

Most frequent Space Separator characters

Most occurring scripts

Most frequent Latin characters

Most frequent Common characters

Most occurring blocks

Most frequent ASCII characters

Most occurring characters

Most occurring categories

Most frequent Decimal Number characters

Most frequent Other Punctuation characters

Most frequent Space Separator characters

Most frequent Dash Punctuation characters

Most occurring scripts

Most frequent Common characters

Most occurring blocks

Most frequent ASCII characters

Most occurring characters

Most occurring categories

Most frequent Uppercase Letter characters

Most frequent Lowercase Letter characters

Most occurring scripts

Most frequent Latin characters

Most occurring blocks

Most frequent ASCII characters

Most occurring characters

Most occurring categories

Most frequent Uppercase Letter characters

Most frequent Lowercase Letter characters

Most frequent Space Separator characters

Most occurring scripts

Most frequent Latin characters

Most frequent Common characters

Most occurring blocks

Most frequent ASCII characters

Most occurring characters

Most occurring categories

Most frequent Uppercase Letter characters

Most frequent Lowercase Letter characters

Most frequent Space Separator characters

Most occurring scripts

Most frequent Latin characters

Most frequent Common characters

Most occurring blocks

Most frequent ASCII characters

Most occurring characters

Most occurring categories